DK-VLM VSI-Bench - Appearance Order: leaderboard

DK-VLM v1; LoRA/geometric attention fine-tunes remain distinct from Qwen2.5VL7BInstruct and Qwen3VL8BInstruct backbones. Frozen VGGT-Omega 1B frontend; official shared six-benchmark GeoThinker evaluation settings. Comparison baseline scores are source-reported, starred GeoThinker values reproduced by authors; no automatic primary-board fusion. Metric: Accuracy (%). Higher is better. Source: https://arxiv.org/html/2610.22356v1

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 11 models tracked.

Top models

#ModelScoreOverall rank
1SpatialStack-5B83.5
2DK-VLM-8B82.04
3Cambrian-S-7B80.1
4DK-VLM-7B77.83
5GeoThinker-8B76.21
6Q-GeoMem-7B74.6
7GeoThinker-7B68.77
8Qwen3-VL-8B (DK-VLM paper baseline)66.3
9VLM-3R-7B40.1
10VG-LLM-8B32.5

Interactive version: theaggregate.ai/benchmark?slug=dk-vlm-vsi-bench-appearance-order · How It Works · Data refreshed daily, snapshot 2026-10-17.